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Gisbert played drums with his father as a child. He moved with his family to Denver in 1971. Whilst in the fourth grade at Walt Whitman Elementary, his drumming could be heard throughout the school grounds during recess which he sometimes skipped to practice in the hall. Later he picked up the Flugelhorn. During high school in Colorado Gisbert auditioned for and played with the 1983/84 McDonald's All-American High School Jazz Band; he toured and recorded with the group.[2] After high school he attended the Berklee College of Music in 1984-85, where he recorded alongside Cyrus Chestnut as part of Phil Wilson's Rainbow Band.

In recent years, Gisbert has become an active and highly respected jazz educator, teaching at festivals and conducting clinics across the United States. He also had two stints on the Jazz faculty at the University of Miami in the 2000s.

He has also branched out in producing; bringing the up and coming conductor and composer, Chie Imiazumi, to the public's attention, acting as producer of her debut album, "Unfailing Kindness".

Additionally, Gisbert is a founding member of Convergence, whose members include Paul Romaine on drums and Jon Gunther on saxophone. The highly regarded group is based out of Colorado and can be often heard playing at the Pec Too in west Denver.